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Record W4405637471 · doi:10.1111/dmj.12093

Creating Value on the Inside: Design‐Driven Innovation to Create New Meanings for Internal Stakeholders

2024· article· en· W4405637471 on OpenAlexaff
Tim Haats

Bibliographic record

VenueDesign Management Journal (Former Series) · 2024
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInnovative Approaches in Technology and Social Development
Canadian institutionsCarleton University
Fundersnot available
KeywordsBusinessValue (mathematics)Architectural engineeringProcess managementIndustrial organizationComputer scienceEngineering

Abstract

fetched live from OpenAlex

Design‐driven innovation (DDI) is an approach to innovation that focuses on creating new meanings for the products and services a company offers. DDI differs from other forms of innovation, which are typically more so driven by the development of breakthrough technologies or on addressing current market needs. It is argued that DDI is an effective approach to creating value and promoting the growth of a company. Research regarding DDI has largely focused on the outcomes for end‐users or overall company growth. While these outcomes are important, a lot goes on behind the scenes to successfully deliver them. Internal stakeholders such as managers and employees are responsible for delivering these outcomes, and research regarding value creation for them is currently limited. This paper serves as a starting point for further research by presenting a critical literature review that investigates how DDI could be a catalyst for innovation and growth through the creation of new meanings for internal stakeholders involved in the development of products and services. The result of this literature review is the identification of possible areas for intervention and a proposal for further primary research.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.743
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.122
GPT teacher head0.276
Teacher spread0.154 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designTheoretical or conceptual
Domainnot available
GenreMethods

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2024
Admission routes1
Has abstractyes

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